MGT6203_group_project_outline
bella
2024-10-09
# import libraries
library(ggplot2)
library(tidyverse) ## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ lubridate 1.9.3 ✔ tibble 3.2.1
## ✔ purrr 1.0.2 ✔ tidyr 1.3.1
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(broom)
library(dplyr)
library(tidyverse)
library(ggpmisc)## Loading required package: ggpp
## Registered S3 methods overwritten by 'ggpp':
## method from
## heightDetails.titleGrob ggplot2
## widthDetails.titleGrob ggplot2
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## annotatelibrary(zoo)##
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## as.Date, as.Date.numericlibrary(car)## Loading required package: carData
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## recode
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## someoptions(dplyr.summarise.inform = FALSE)
ep.data <- read.csv("employee_performance.csv", header=TRUE)Data Collection
- any missing data?
- if missing data, will we interpolate or remove observation?
Checks for missing values
sum(is.na(ep.data))## [1] 0Checks the structure of the data
str(ep.data)## 'data.frame': 10000 obs. of 14 variables:
## $ Age : int 56 69 46 32 60 25 38 56 36 40 ...
## $ Salary : num 37214 57130 59487 42887 38423 ...
## $ Experience : int 41 17 13 12 29 21 20 20 31 8 ...
## $ Education_Level : chr "Associate" "High School" "Master" "Bachelor" ...
## $ Job_Satisfaction : int 5 5 1 2 1 4 5 4 1 2 ...
## $ Department : chr "Finance" "Operations" "Sales" "Operations" ...
## $ Work_Life_Balance : int 1 3 2 4 2 5 5 1 1 2 ...
## $ Annual_Bonus : num 5751 9055 8162 3094 6251 ...
## $ Commute_Time : int 98 75 66 81 35 11 33 55 93 81 ...
## $ Work_Hours_Per_Week : int 44 39 35 44 34 56 34 34 37 56 ...
## $ Promotions_Last_5_Years : int 1 1 1 0 2 2 2 2 2 2 ...
## $ Training_Hours_Last_Year: int 67 97 66 66 62 37 64 11 82 98 ...
## $ Overtime_Hours_Per_Week : int 7 5 12 1 4 8 0 11 15 17 ...
## $ Performance_Score : num 35.7 51 18.9 38.9 52.4 ...summary(ep.data)## Age Salary Experience Education_Level
## Min. :18.00 Min. : -8836 Min. : 1.00 Length:10000
## 1st Qu.:31.00 1st Qu.: 39923 1st Qu.:13.00 Class :character
## Median :43.00 Median : 49957 Median :25.00 Mode :character
## Mean :43.54 Mean : 49997 Mean :25.09
## 3rd Qu.:56.00 3rd Qu.: 60149 3rd Qu.:37.00
## Max. :69.00 Max. :102936 Max. :49.00
## Job_Satisfaction Department Work_Life_Balance Annual_Bonus
## Min. :1 Length:10000 Min. :1.000 Min. :-2209
## 1st Qu.:2 Class :character 1st Qu.:2.000 1st Qu.: 3660
## Median :3 Mode :character Median :3.000 Median : 5000
## Mean :3 Mean :2.999 Mean : 4998
## 3rd Qu.:4 3rd Qu.:4.000 3rd Qu.: 6368
## Max. :5 Max. :5.000 Max. :11950
## Commute_Time Work_Hours_Per_Week Promotions_Last_5_Years
## Min. : 5.00 Min. :20.00 Min. :0.000
## 1st Qu.: 33.00 1st Qu.:30.00 1st Qu.:1.000
## Median : 62.00 Median :40.00 Median :2.000
## Mean : 61.94 Mean :39.61 Mean :2.037
## 3rd Qu.: 91.00 3rd Qu.:50.00 3rd Qu.:3.000
## Max. :119.00 Max. :59.00 Max. :4.000
## Training_Hours_Last_Year Overtime_Hours_Per_Week Performance_Score
## Min. : 0.00 Min. : 0.000 Min. :-4.68
## 1st Qu.:24.00 1st Qu.: 4.000 1st Qu.:32.85
## Median :50.00 Median :10.000 Median :42.35
## Mean :49.61 Mean : 9.497 Mean :42.41
## 3rd Qu.:75.00 3rd Qu.:15.000 3rd Qu.:51.78
## Max. :99.00 Max. :19.000 Max. :96.91print(ep.data)## Age Salary Experience Education_Level Job_Satisfaction Department
## 1 56 37214.20 41 Associate 5 Finance
## 2 69 57130.48 17 High School 5 Operations
## 3 46 59486.81 13 Master 1 Sales
## 4 32 42887.33 12 Bachelor 2 Operations
## 5 60 38423.42 29 Master 1 Finance
## 6 25 74142.81 21 PhD 4 Engineering
## 7 38 53412.44 20 PhD 5 Marketing
## 8 56 59539.52 20 PhD 4 Sales
## 9 36 37668.86 31 Bachelor 1 Sales
## 10 40 31710.73 8 Master 2 Finance
## 11 28 41458.25 24 PhD 5 Marketing
## 12 28 48139.68 11 Master 2 HR
## 13 41 34036.70 39 Associate 4 Sales
## 14 53 49852.33 33 PhD 3 Marketing
## 15 57 24672.42 42 PhD 2 Marketing
## 16 41 33199.29 15 Bachelor 2 Sales
## 17 20 60063.67 4 Master 2 Engineering
## 18 39 59056.86 1 Bachelor 5 Operations
## 19 19 44121.85 32 Bachelor 4 Engineering
## 20 41 34733.54 11 Master 4 Finance
## 21 61 34588.95 30 Associate 5 Operations
## 22 47 44400.98 37 Master 2 Operations
## 23 55 59667.78 19 Associate 2 Finance
## 24 19 63923.69 36 Bachelor 3 Marketing
## 25 38 42552.02 34 Associate 2 Sales
## 26 50 32697.61 7 Associate 1 Engineering
## 27 29 54017.65 45 Associate 2 Marketing
## 28 39 37646.98 20 PhD 3 Engineering
## 29 61 42226.21 12 PhD 1 Sales
## 30 42 69879.14 32 Bachelor 3 Engineering
## 31 66 62406.73 2 Master 3 HR
## 32 44 52369.61 22 Associate 4 Finance
## 33 59 30921.21 41 PhD 5 Operations
## 34 45 53170.95 48 Master 3 Engineering
## 35 33 65939.86 40 Associate 2 Sales
## 36 32 44365.50 24 Master 4 Sales
## 37 64 70266.71 31 High School 1 HR
## 38 68 69391.18 4 Associate 5 Sales
## 39 61 74955.99 24 Master 4 HR
## 40 69 54578.65 43 Associate 3 Marketing
## 41 20 58810.88 17 Associate 4 Engineering
## 42 54 71212.81 40 High School 2 Sales
## 43 68 56710.91 19 Master 2 Finance
## 44 24 42481.49 40 Bachelor 2 Engineering
## 45 38 43271.86 38 PhD 5 HR
## 46 26 53578.32 34 Associate 4 Engineering
## 47 56 30641.58 47 Associate 4 Engineering
## 48 35 47851.12 33 Associate 3 Sales
## 49 21 66448.21 6 Associate 1 Finance
## 50 42 17131.19 36 PhD 2 Marketing
## 51 31 73017.23 13 Bachelor 1 Finance
## 52 67 66835.61 47 High School 1 Operations
## 53 26 43103.53 9 Bachelor 2 HR
## 54 43 58150.86 35 PhD 2 Operations
## 55 19 50047.22 34 Master 3 Finance
## 56 37 68449.86 16 High School 5 Finance
## 57 45 64740.25 18 High School 2 HR
## 58 64 28998.94 18 Master 1 Finance
## 59 24 58808.94 38 Associate 3 Marketing
## 60 61 46915.58 43 PhD 4 Engineering
## 61 25 51242.49 32 Master 3 Marketing
## 62 64 39077.42 7 Bachelor 2 Operations
## 63 52 76222.06 23 Bachelor 2 Engineering
## 64 31 65600.93 23 Master 5 Engineering
## 65 34 38903.43 46 PhD 3 Finance
## 66 53 29980.84 18 High School 2 Engineering
## 67 67 44214.91 7 High School 1 HR
## 68 57 56517.54 42 Associate 1 Marketing
## 69 21 53603.09 40 PhD 3 Engineering
## 70 19 68796.99 24 Bachelor 5 Finance
## 71 23 61848.80 14 Bachelor 3 Finance
## 72 59 64543.54 5 Associate 5 Finance
## 73 21 54902.83 46 Bachelor 1 Sales
## 74 46 29160.52 22 Associate 2 Marketing
## 75 35 47064.52 22 Associate 4 Finance
## 76 43 65901.35 10 Master 2 HR
## 77 61 49227.16 26 High School 1 Finance
## 78 51 57546.36 15 PhD 1 Sales
## 79 27 45218.78 38 PhD 2 Marketing
## 80 53 34552.82 41 High School 2 Engineering
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## 82 48 54635.71 49 Bachelor 2 Engineering
## 83 65 40164.68 1 Bachelor 4 Engineering
## 84 32 46464.33 14 PhD 4 Finance
## 85 25 35908.05 36 Master 3 Operations
## 86 31 66788.67 31 PhD 4 HR
## 87 40 45583.16 28 Associate 1 HR
## 88 57 71791.33 34 Associate 1 Operations
## 89 38 72931.22 35 High School 3 Finance
## 90 33 48784.31 39 Bachelor 5 Sales
## 91 62 34873.27 23 Master 3 Engineering
## 92 35 18711.53 46 PhD 5 Operations
## 93 64 27919.44 44 Associate 5 HR
## 94 41 29392.48 19 Bachelor 2 Marketing
## 95 43 70677.04 18 Bachelor 4 Sales
## 96 42 51737.37 15 Master 5 Finance
## 97 62 55844.07 1 Master 2 Sales
## 98 58 16693.68 25 Master 3 HR
## 99 46 32030.50 26 Master 3 Operations
## 100 32 63306.20 35 Associate 5 Finance
## 101 62 54301.61 15 Master 2 HR
## 102 18 47791.92 4 Bachelor 1 Engineering
## 103 42 58472.64 15 Bachelor 4 Sales
## 104 24 74536.97 42 PhD 5 Operations
## 105 26 46684.36 38 Bachelor 1 Engineering
## 106 41 51040.55 45 Bachelor 4 Marketing
## 107 18 52888.95 39 Associate 1 Engineering
## 108 61 85881.64 1 Bachelor 2 Sales
## 109 25 18509.66 22 High School 5 Marketing
## 110 41 60248.35 11 Bachelor 1 HR
## 111 28 48277.97 46 PhD 1 Operations
## 112 68 58501.58 38 PhD 1 Marketing
## 113 34 40139.41 37 Master 5 Sales
## 114 25 49265.52 26 Associate 2 Finance
## 115 52 60671.16 27 PhD 2 Marketing
## 116 52 96693.65 13 High School 1 HR
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## 119 59 43643.60 46 Associate 2 Engineering
## 120 56 43198.79 23 Associate 1 Finance
## 121 58 23065.35 26 Bachelor 4 Sales
## 122 45 45048.65 44 High School 5 Finance
## 123 24 60992.44 27 High School 3 Engineering
## 124 26 30886.52 9 High School 2 Finance
## 125 25 65727.24 46 High School 4 Engineering
## 126 29 57316.62 38 PhD 3 Operations
## 127 51 38986.50 47 Associate 5 Marketing
## 128 50 47877.06 13 Bachelor 3 Sales
## 129 65 73974.83 7 PhD 5 Engineering
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## 132 54 46434.75 33 High School 5 Engineering
## 133 52 51149.14 39 Bachelor 3 Sales
## 134 61 42323.55 3 Associate 2 HR
## 135 57 18428.76 41 Master 3 Finance
## 136 39 80632.67 29 High School 3 Operations
## 137 44 52329.87 37 Master 2 Operations
## 138 52 55972.21 45 Master 3 Engineering
## 139 18 49131.38 16 PhD 3 Finance
## 140 52 38973.25 16 Master 4 Operations
## 141 54 47211.13 44 PhD 5 Finance
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## 143 31 84156.30 49 Master 5 HR
## 144 20 31482.32 7 Associate 3 Engineering
## 145 18 34520.51 15 Master 2 Sales
## 146 22 43396.11 38 Master 2 Engineering
## 147 43 69321.14 6 Associate 1 Finance
## 148 31 50217.63 18 High School 1 Marketing
## 149 56 31457.96 19 Bachelor 1 HR
## 150 44 68815.08 2 High School 2 Sales
## 151 26 60965.01 3 Master 3 Sales
## 152 32 58076.52 46 High School 1 Finance
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## 154 43 85915.43 36 High School 2 Finance
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## 6789 28 25799.48 47 Bachelor 2 Operations
## 6790 43 50115.10 14 High School 1 Finance
## 6791 59 30122.64 3 Master 4 Sales
## 6792 44 81576.30 45 High School 1 Sales
## 6793 28 19077.15 32 Bachelor 3 Operations
## 6794 55 37997.37 16 Bachelor 1 Operations
## 6795 51 50250.51 38 High School 4 Sales
## 6796 60 44523.01 10 PhD 2 Marketing
## 6797 36 33437.82 17 Associate 1 Finance
## 6798 23 35631.08 49 PhD 1 Sales
## 6799 63 35140.19 40 PhD 2 HR
## 6800 69 45699.17 4 PhD 2 Sales
## 6801 55 79278.94 15 PhD 3 Sales
## 6802 66 51169.06 33 Associate 3 Operations
## 6803 59 67743.51 39 Master 2 Sales
## 6804 45 57604.65 10 High School 4 Engineering
## 6805 18 66707.94 7 PhD 3 Operations
## 6806 52 8000.54 33 PhD 4 HR
## 6807 57 45433.13 17 High School 2 Marketing
## 6808 25 69607.03 12 High School 1 Operations
## 6809 69 41423.96 17 Master 2 Finance
## 6810 64 76437.10 47 Bachelor 2 Finance
## 6811 24 72258.35 16 Master 5 Operations
## 6812 28 42963.04 14 Bachelor 2 Finance
## 6813 56 42452.55 3 Associate 3 Operations
## 6814 21 34795.91 44 Master 1 Marketing
## 6815 42 40556.09 30 Associate 4 Sales
## 6816 29 31511.16 46 High School 5 HR
## 6817 43 56432.17 41 Master 3 Finance
## 6818 55 28159.30 35 High School 1 Engineering
## 6819 63 59056.00 26 PhD 4 Engineering
## 6820 29 59421.18 12 High School 1 HR
## 6821 60 25081.93 31 PhD 3 Finance
## 6822 68 73247.28 17 Bachelor 1 Sales
## 6823 54 57704.14 37 PhD 2 Finance
## 6824 63 61245.47 8 Bachelor 1 Sales
## 6825 41 38620.02 19 PhD 2 Finance
## 6826 33 59335.69 26 PhD 3 Engineering
## 6827 30 66895.90 4 Associate 5 Marketing
## 6828 42 48520.87 15 Associate 2 Operations
## 6829 69 80028.84 47 High School 1 HR
## 6830 21 50660.97 14 Associate 1 Sales
## 6831 28 67111.79 30 Bachelor 1 Marketing
## 6832 49 54395.13 48 Associate 3 Sales
## 6833 66 58782.82 42 High School 4 HR
## 6834 24 24930.02 24 Master 1 Marketing
## 6835 63 55565.81 46 Bachelor 1 Marketing
## 6836 28 38975.37 43 Master 2 Operations
## 6837 45 37304.03 34 Bachelor 5 Operations
## 6838 58 76161.55 19 High School 1 HR
## 6839 40 46793.45 3 Associate 3 HR
## 6840 62 34950.47 4 Master 4 Sales
## 6841 40 44613.03 11 Master 4 Marketing
## 6842 67 30493.25 13 Associate 4 HR
## 6843 45 71508.27 18 High School 3 Operations
## 6844 60 39564.79 19 Associate 4 Sales
## 6845 64 57939.50 44 PhD 4 Finance
## 6846 43 70341.60 33 PhD 2 Operations
## 6847 42 42497.71 38 PhD 4 HR
## 6848 46 57980.34 3 Master 2 Operations
## 6849 36 34548.71 49 Master 2 Operations
## 6850 50 86686.54 35 High School 2 Marketing
## 6851 53 64045.70 1 Bachelor 3 Finance
## 6852 31 47110.90 35 Associate 1 HR
## 6853 31 38407.49 36 Bachelor 5 Engineering
## 6854 52 48290.05 38 Master 4 Marketing
## 6855 47 44900.24 39 Associate 5 Operations
## 6856 45 79294.17 25 Master 1 Marketing
## 6857 34 31616.98 40 High School 2 Sales
## 6858 20 52022.02 13 Associate 2 Engineering
## 6859 33 49724.93 4 Master 2 HR
## 6860 63 48238.85 6 PhD 2 Engineering
## 6861 47 48370.75 11 PhD 4 Operations
## 6862 69 48258.94 1 Master 1 HR
## 6863 46 63095.99 8 Bachelor 1 Sales
## 6864 62 59134.77 34 High School 1 Operations
## 6865 32 56283.67 40 High School 5 Operations
## 6866 63 4490.16 9 Master 2 Finance
## 6867 42 54496.92 36 High School 3 Engineering
## 6868 68 25165.41 49 Associate 1 Marketing
## 6869 55 59694.80 39 High School 5 HR
## 6870 59 72117.46 42 PhD 4 Engineering
## 6871 64 36106.41 37 Master 2 HR
## 6872 69 46073.29 42 Associate 5 Engineering
## 6873 55 41009.66 44 High School 3 Marketing
## 6874 40 68531.48 21 PhD 3 HR
## 6875 42 51425.42 20 Bachelor 4 HR
## 6876 59 75924.94 38 High School 1 Finance
## 6877 24 56206.31 1 PhD 1 Sales
## 6878 39 53636.75 35 PhD 5 Engineering
## 6879 34 51023.10 28 PhD 5 Marketing
## 6880 35 62269.88 7 PhD 1 Finance
## 6881 66 23934.71 43 Bachelor 1 Finance
## 6882 58 51280.16 44 Master 5 Sales
## 6883 27 48949.30 9 PhD 2 Marketing
## 6884 27 60881.28 1 Master 3 Operations
## 6885 24 47184.48 36 Bachelor 3 Engineering
## 6886 65 34418.98 34 Bachelor 4 HR
## 6887 67 50110.26 34 Associate 3 Sales
## 6888 55 33757.39 17 Associate 5 HR
## 6889 44 21121.07 32 PhD 2 Finance
## 6890 69 60906.84 2 Master 5 HR
## 6891 50 58685.92 36 Bachelor 1 Engineering
## 6892 18 57006.36 25 High School 1 Operations
## 6893 61 69543.93 43 Associate 3 Engineering
## 6894 51 40024.52 26 Associate 2 Operations
## 6895 21 28533.29 45 High School 4 HR
## 6896 34 48949.55 26 Master 5 HR
## 6897 21 44787.50 21 Master 4 Sales
## 6898 60 37365.56 18 Master 4 Operations
## 6899 43 48802.26 29 PhD 4 Engineering
## 6900 21 40825.92 24 PhD 4 HR
## 6901 18 22459.92 47 High School 5 Marketing
## 6902 24 43382.35 28 Bachelor 1 Sales
## 6903 47 32954.37 12 High School 5 Sales
## 6904 67 53474.72 11 Bachelor 1 Sales
## 6905 26 40159.48 27 High School 1 Sales
## 6906 52 66674.47 23 PhD 5 Operations
## 6907 25 74057.99 33 Master 5 Operations
## 6908 41 60190.72 16 Associate 5 HR
## 6909 36 26734.61 28 High School 1 Finance
## 6910 53 72577.94 28 High School 5 Marketing
## 6911 67 73635.81 45 Associate 2 Finance
## 6912 69 50281.86 38 High School 3 Finance
## 6913 60 69843.89 6 Master 3 HR
## 6914 44 41724.87 42 Associate 2 Sales
## 6915 49 22006.31 29 Associate 3 Sales
## 6916 31 38595.73 34 Master 1 HR
## 6917 35 75939.51 3 Master 5 HR
## 6918 45 27633.80 6 Associate 5 Operations
## 6919 46 49992.82 48 Master 5 Engineering
## 6920 33 50512.16 38 Master 2 Sales
## 6921 52 42305.39 13 Master 2 Marketing
## 6922 64 43347.18 36 Associate 1 Engineering
## 6923 48 51083.74 15 High School 2 Finance
## 6924 21 41567.56 6 Bachelor 5 Operations
## 6925 54 28669.12 33 Associate 1 Operations
## 6926 34 53225.48 41 Bachelor 1 Sales
## 6927 56 66100.50 12 Master 5 HR
## 6928 65 63043.59 43 Master 4 HR
## 6929 63 37853.97 13 High School 5 HR
## 6930 43 31231.58 33 Master 1 Sales
## 6931 65 45737.18 28 Bachelor 4 Operations
## 6932 56 73516.87 36 Associate 5 Marketing
## 6933 58 59683.97 5 Associate 5 HR
## 6934 21 60559.47 25 High School 4 Operations
## 6935 47 63347.85 17 Bachelor 4 Sales
## 6936 47 56311.50 37 Master 3 Finance
## 6937 39 51809.13 19 PhD 4 Engineering
## 6938 28 59934.60 35 High School 2 Sales
## 6939 19 41807.51 43 High School 4 Sales
## 6940 61 28783.05 34 PhD 1 Operations
## 6941 29 60844.95 46 Associate 4 HR
## 6942 47 68566.07 6 Associate 5 Engineering
## 6943 53 33226.52 19 Associate 2 Engineering
## 6944 35 62328.82 1 PhD 4 HR
## 6945 43 75211.49 7 Master 2 Marketing
## 6946 24 49966.31 34 Master 3 Sales
## 6947 18 37729.97 19 Bachelor 2 HR
## 6948 43 51845.28 33 Bachelor 5 Operations
## 6949 40 41741.99 26 Associate 3 Marketing
## 6950 43 40749.05 41 PhD 4 HR
## 6951 62 56497.76 49 High School 2 Finance
## 6952 23 25944.06 42 Master 3 Marketing
## 6953 23 28341.07 27 PhD 4 Operations
## 6954 61 50289.36 38 Bachelor 4 Marketing
## 6955 25 49665.37 26 Master 2 Engineering
## 6956 41 55153.32 35 Master 2 Sales
## 6957 39 78128.38 20 PhD 3 HR
## 6958 36 51567.71 24 Bachelor 2 Operations
## 6959 54 58972.58 47 PhD 4 Operations
## 6960 35 35367.01 21 High School 5 HR
## 6961 48 61519.06 26 Master 3 Sales
## 6962 54 42104.14 20 PhD 5 Operations
## 6963 47 51071.31 6 PhD 5 Operations
## 6964 59 48367.27 3 High School 4 Sales
## 6965 50 65494.61 10 PhD 5 Operations
## 6966 27 30350.35 12 Master 1 Operations
## 6967 54 15751.42 33 Associate 3 Operations
## 6968 29 46798.51 22 Associate 4 Engineering
## 6969 47 57027.97 16 Bachelor 2 Sales
## 6970 44 52284.04 17 High School 4 Finance
## 6971 56 68483.06 10 Bachelor 2 Engineering
## 6972 26 56560.59 12 Associate 4 Marketing
## 6973 38 41542.28 19 High School 1 Sales
## 6974 29 15118.70 40 PhD 3 Marketing
## 6975 46 46440.32 23 PhD 5 Engineering
## 6976 50 65419.39 40 Master 4 Operations
## 6977 60 44119.28 10 Associate 3 Finance
## 6978 32 50424.80 10 PhD 3 Finance
## 6979 19 56320.40 10 High School 3 Sales
## 6980 69 34770.61 39 PhD 3 Finance
## 6981 56 59348.54 30 Bachelor 3 Operations
## 6982 61 74556.83 4 Bachelor 5 HR
## 6983 35 47407.80 1 Bachelor 5 Operations
## 6984 20 33064.03 43 Bachelor 4 Engineering
## 6985 24 49000.98 19 Bachelor 2 Operations
## 6986 60 16634.24 5 Master 4 Finance
## 6987 35 55053.55 30 Bachelor 3 Engineering
## 6988 61 56784.12 26 Master 2 Engineering
## 6989 55 75134.54 40 Master 4 Operations
## 6990 54 47090.08 34 PhD 2 Operations
## 6991 50 56127.28 2 High School 5 HR
## 6992 61 37080.68 24 Bachelor 3 Operations
## 6993 48 44653.59 14 High School 2 Operations
## 6994 28 27122.22 41 Associate 1 Sales
## 6995 21 47078.16 42 Master 3 Engineering
## 6996 35 45420.36 13 Associate 5 HR
## 6997 21 54488.00 29 Master 5 Finance
## 6998 66 40646.05 1 Bachelor 4 Marketing
## 6999 51 51250.18 46 Associate 1 Sales
## 7000 46 44999.30 34 PhD 2 Operations
## 7001 41 45027.51 4 Associate 4 Marketing
## 7002 39 51205.43 28 Master 5 HR
## 7003 19 50607.84 19 Master 2 Engineering
## 7004 61 61417.61 1 High School 5 HR
## 7005 23 48190.35 36 Associate 5 Sales
## 7006 59 44751.72 43 PhD 1 Sales
## 7007 42 47287.89 13 Bachelor 3 Finance
## 7008 38 39280.04 42 High School 2 HR
## 7009 33 44601.33 5 Associate 1 Sales
## 7010 48 80467.38 33 High School 5 HR
## 7011 31 36309.82 14 Associate 5 Finance
## 7012 56 45820.15 16 Bachelor 1 Finance
## 7013 45 44187.67 32 Bachelor 2 HR
## 7014 49 46292.43 27 PhD 5 Operations
## 7015 45 45031.41 35 High School 2 Sales
## 7016 68 54188.60 3 PhD 1 Engineering
## 7017 66 24347.37 4 Associate 5 Operations
## 7018 26 65557.57 7 Bachelor 4 Engineering
## 7019 62 59488.74 13 Bachelor 4 Operations
## 7020 39 31356.93 41 Master 5 Finance
## 7021 49 15963.84 3 Master 3 Sales
## 7022 22 35343.92 17 PhD 5 Finance
## 7023 40 46360.00 47 High School 5 Finance
## 7024 22 88704.38 10 Associate 5 Finance
## 7025 59 58148.85 47 PhD 1 Finance
## 7026 49 22886.16 1 Bachelor 5 HR
## 7027 27 39655.17 28 Bachelor 5 HR
## 7028 56 49201.81 10 Bachelor 1 Sales
## 7029 32 53805.25 7 Associate 5 Operations
## 7030 24 30278.77 39 PhD 4 Sales
## 7031 46 47975.15 3 Associate 4 Marketing
## 7032 64 39235.41 7 Bachelor 5 Engineering
## 7033 20 33443.62 9 Master 1 HR
## 7034 36 53893.93 40 PhD 5 Sales
## 7035 27 61608.16 35 Master 5 Operations
## 7036 45 62615.62 26 PhD 2 Finance
## 7037 46 58615.80 5 Bachelor 3 HR
## 7038 32 42539.46 13 Master 1 Engineering
## 7039 52 60718.25 45 Master 3 HR
## 7040 23 54635.82 30 PhD 2 Operations
## 7041 29 52009.13 40 Master 3 Engineering
## 7042 64 40824.60 39 Master 5 Marketing
## 7043 55 42546.86 10 Bachelor 4 Sales
## 7044 30 51108.30 42 PhD 1 Operations
## 7045 46 86598.12 23 PhD 1 Engineering
## 7046 36 54518.64 11 High School 5 Marketing
## 7047 20 40832.17 12 PhD 3 Operations
## 7048 25 37514.16 13 Bachelor 1 Operations
## 7049 25 42623.50 40 Master 2 HR
## 7050 37 82659.40 49 High School 2 Sales
## 7051 64 44011.15 46 Master 3 Engineering
## 7052 21 63603.06 49 PhD 2 Operations
## 7053 68 44361.08 16 Associate 4 Operations
## 7054 38 53917.77 9 Master 5 Engineering
## 7055 20 61876.18 10 PhD 1 Operations
## 7056 62 41421.46 29 Bachelor 5 Sales
## 7057 25 40383.33 9 PhD 3 Operations
## 7058 40 74883.05 33 High School 5 HR
## 7059 33 64768.89 24 Associate 1 HR
## 7060 30 61860.08 35 Associate 1 Finance
## 7061 20 61809.14 11 Associate 3 Operations
## 7062 65 56893.63 39 Bachelor 1 HR
## 7063 26 80266.64 13 Associate 2 Sales
## 7064 31 50658.62 23 Master 5 Marketing
## 7065 30 58658.94 25 Bachelor 4 Sales
## 7066 24 28236.31 16 PhD 4 Engineering
## 7067 32 37625.59 48 High School 4 Operations
## 7068 24 31987.72 21 Bachelor 3 Finance
## 7069 55 69110.95 10 High School 4 Finance
## 7070 51 11711.90 41 Bachelor 5 Marketing
## 7071 58 43965.35 40 PhD 1 Operations
## 7072 39 5094.40 19 High School 2 Engineering
## 7073 41 37530.68 35 Bachelor 4 HR
## 7074 66 42635.77 28 High School 4 HR
## 7075 54 70773.07 41 Associate 4 HR
## 7076 61 55949.42 2 Associate 2 Sales
## 7077 18 37502.88 30 Associate 5 HR
## 7078 27 65989.46 40 Master 4 Engineering
## 7079 60 50267.48 40 Associate 1 Finance
## 7080 33 50563.50 5 Associate 3 Sales
## 7081 63 31959.93 38 PhD 2 HR
## 7082 25 35149.79 42 High School 5 Engineering
## 7083 66 37623.54 15 High School 1 Marketing
## 7084 42 50696.92 36 Associate 2 Engineering
## 7085 67 51168.29 3 High School 2 Finance
## 7086 29 73161.39 24 Bachelor 3 Engineering
## 7087 42 55775.83 41 Associate 3 Engineering
## 7088 34 9386.51 48 Associate 5 Sales
## 7089 43 53939.63 48 Master 4 Finance
## 7090 63 28249.75 47 Bachelor 3 HR
## 7091 65 35510.44 41 Associate 5 Finance
## 7092 31 37817.46 49 Associate 2 Marketing
## 7093 58 40049.93 12 High School 4 Operations
## 7094 53 29372.76 8 Associate 1 Finance
## 7095 40 53052.23 14 Associate 2 Sales
## 7096 60 28837.97 18 Associate 5 HR
## 7097 23 55350.01 44 Associate 1 Finance
## 7098 64 83554.57 46 Master 2 Operations
## 7099 22 30059.61 20 Bachelor 3 HR
## 7100 60 45732.35 23 Master 5 Sales
## 7101 42 12148.14 5 High School 1 Engineering
## 7102 35 45485.97 1 PhD 3 Operations
## 7103 30 59640.76 45 Associate 1 Marketing
## 7104 60 60809.59 46 High School 4 Finance
## 7105 31 51160.46 2 PhD 4 HR
## 7106 45 63338.95 16 Associate 5 Finance
## 7107 35 88190.82 5 Associate 1 Sales
## 7108 45 75684.57 22 PhD 4 Engineering
## 7109 68 42162.19 1 Master 2 Sales
## 7110 44 28233.44 12 PhD 2 Operations
## 7111 49 43907.73 19 PhD 4 HR
## 7112 64 35795.26 22 Bachelor 4 Finance
## 7113 26 56770.21 42 Associate 5 HR
## 7114 57 32282.10 44 Associate 5 Operations
## 7115 49 48907.66 48 Master 2 Operations
## 7116 37 62570.21 17 Master 3 Sales
## 7117 45 48489.56 13 Bachelor 1 Finance
## 7118 50 35805.29 39 Bachelor 3 HR
## 7119 21 67622.21 28 Bachelor 5 Finance
## 7120 63 21815.29 3 Master 3 Marketing
## 7121 51 45083.07 5 PhD 5 Sales
## 7122 65 49375.10 36 Associate 3 Sales
## 7123 20 50238.63 15 Associate 2 Marketing
## 7124 43 52707.44 17 High School 5 Engineering
## 7125 25 59156.60 44 Master 2 Operations
## 7126 23 49468.89 46 Master 3 HR
## 7127 33 44479.13 29 Bachelor 4 Engineering
## 7128 41 43886.16 4 High School 4 Finance
## 7129 65 40827.26 32 High School 1 HR
## 7130 56 61813.15 49 Master 4 HR
## 7131 47 40302.07 43 Bachelor 1 Operations
## 7132 62 62701.57 38 Associate 3 HR
## 7133 30 50284.99 4 Bachelor 1 Marketing
## 7134 22 42181.18 13 Associate 1 Sales
## 7135 42 59276.11 20 Master 1 Marketing
## 7136 37 39088.19 47 Bachelor 2 Marketing
## 7137 35 59572.76 18 High School 1 Marketing
## 7138 64 53190.89 49 PhD 5 Engineering
## 7139 35 41055.13 42 High School 3 Marketing
## 7140 19 57929.52 37 Associate 2 Sales
## 7141 27 58198.85 12 Master 5 HR
## 7142 62 67362.79 25 Bachelor 3 Engineering
## Work_Life_Balance Annual_Bonus Commute_Time Work_Hours_Per_Week
## 1 1 5750.52 98 44
## 2 3 9054.81 75 39
## 3 2 8162.00 66 35
## 4 4 3093.72 81 44
## 5 2 6250.81 35 34
## 6 5 6142.29 11 56
## 7 5 2792.59 33 34
## 8 1 3900.67 55 34
## 9 1 1746.85 93 37
## 10 2 3897.43 81 56
## 11 2 6288.90 116 20
## 12 1 7138.48 83 52
## 13 4 9429.89 55 22
## 14 4 6582.62 98 41
## 15 5 5815.65 75 40
## 16 4 8668.31 73 46
## 17 3 8106.12 18 23
## 18 1 3884.08 98 54
## 19 2 4753.72 27 20
## 20 1 6388.89 84 23
## 21 3 2297.74 92 43
## 22 4 5780.64 47 48
## 23 1 5877.49 60 41
## 24 3 6469.01 25 42
## 25 4 6748.71 111 40
## 26 5 4320.74 34 33
## 27 5 5877.90 80 27
## 28 5 4171.09 113 35
## 29 3 6918.12 44 54
## 30 3 5411.35 98 43
## 31 2 6939.07 106 45
## 32 2 1361.13 26 26
## 33 5 2416.95 6 44
## 34 1 5639.71 27 57
## 35 4 2492.72 110 45
## 36 2 7026.08 91 45
## 37 4 7041.86 90 49
## 38 1 5922.17 66 21
## 39 5 4372.23 34 28
## 40 4 4304.64 31 58
## 41 5 6790.88 102 30
## 42 4 6223.07 79 34
## 43 1 3277.39 97 31
## 44 2 5840.75 41 54
## 45 3 7969.01 74 59
## 46 5 6134.96 20 35
## 47 2 4256.77 24 51
## 48 4 4554.69 78 37
## 49 2 4254.10 50 40
## 50 3 4116.21 106 35
## 51 5 2577.84 105 26
## 52 5 5216.02 78 24
## 53 2 1883.04 112 52
## 54 1 6558.66 29 50
## 55 4 4342.81 63 40
## 56 2 7643.70 90 22
## 57 1 3011.99 36 29
## 58 5 4728.82 21 30
## 59 4 5221.30 94 41
## 60 5 2690.37 84 36
## 61 3 5978.75 14 44
## 62 1 2703.34 21 47
## 63 3 5857.60 6 39
## 64 3 7966.40 70 49
## 65 3 6186.80 33 50
## 66 1 4112.48 114 32
## 67 4 7331.86 8 29
## 68 5 9646.16 34 52
## 69 4 5498.18 65 39
## 70 4 3688.08 62 33
## 71 4 5153.76 80 27
## 72 5 2566.32 38 27
## 73 5 7266.82 82 57
## 74 1 5614.22 28 47
## 75 2 3945.86 92 29
## 76 5 6042.41 86 59
## 77 5 4007.44 29 33
## 78 2 4611.17 93 33
## 79 5 5003.68 109 25
## 80 4 8614.64 29 53
## 81 5 2746.31 96 36
## 82 1 6553.30 34 40
## 83 5 3592.68 59 58
## 84 2 8528.70 93 47
## 85 4 3166.57 28 57
## 86 2 3212.92 108 34
## 87 5 6535.47 43 55
## 88 5 5002.86 81 55
## 89 1 6633.52 6 28
## 90 4 7441.67 38 54
## 91 5 5381.98 20 37
## 92 1 7039.35 52 36
## 93 1 1111.53 28 37
## 94 2 5731.43 54 23
## 95 4 4609.62 6 39
## 96 3 8016.07 97 32
## 97 1 653.76 43 30
## 98 3 3539.44 107 52
## 99 2 2370.56 85 47
## 100 1 5429.70 63 27
## 101 4 5506.06 27 39
## 102 3 5075.35 16 37
## 103 4 6605.48 81 26
## 104 3 7208.03 73 52
## 105 2 5727.81 19 30
## 106 1 2335.33 64 49
## 107 1 3888.78 68 54
## 108 2 6369.64 6 39
## 109 5 5503.74 74 56
## 110 3 3713.23 68 29
## 111 3 7071.77 40 49
## 112 5 6181.50 91 37
## 113 2 7044.07 17 44
## 114 4 5760.88 6 51
## 115 4 3573.57 9 58
## 116 2 7911.26 44 53
## 117 4 6365.27 84 58
## 118 2 6068.44 68 50
## 119 3 6807.84 43 47
## 120 3 4479.01 39 45
## 121 5 6144.56 61 23
## 122 2 4785.96 45 39
## 123 4 3526.53 49 27
## 124 2 2313.01 38 21
## 125 1 967.51 23 46
## 126 5 5768.63 111 53
## 127 1 3520.21 94 55
## 128 5 3996.87 46 40
## 129 5 3460.35 111 27
## 130 5 1954.38 21 42
## 131 1 7134.24 117 27
## 132 5 9056.16 39 24
## 133 2 1406.46 80 59
## 134 2 5774.61 39 20
## 135 1 2631.82 105 40
## 136 3 6617.94 10 29
## 137 3 7824.86 56 21
## 138 1 6556.82 78 40
## 139 5 3159.19 47 32
## 140 5 3593.08 27 47
## 141 5 4128.93 87 49
## 142 1 6387.42 47 37
## 143 5 4558.37 57 21
## 144 2 6382.73 76 38
## 145 5 5024.93 77 40
## 146 1 4867.23 71 45
## 147 5 5243.74 101 44
## 148 2 4925.04 70 38
## 149 1 1884.24 38 44
## 150 3 3097.56 39 39
## 151 1 8299.02 86 25
## 152 4 5952.80 31 37
## 153 3 8604.52 117 37
## 154 3 3227.41 112 39
## 155 1 4991.26 31 58
## 156 4 4605.29 106 53
## 157 3 2910.48 68 29
## 158 5 1637.32 43 52
## 159 4 3020.99 64 38
## 160 4 7095.30 85 21
## 161 1 4044.41 77 22
## 162 1 4369.40 100 49
## 163 1 4981.40 27 58
## 164 4 5325.54 112 38
## 165 2 4397.42 82 40
## 166 1 4222.27 15 33
## 167 2 5795.46 8 50
## 168 3 8258.74 55 40
## 169 5 3768.64 42 36
## 170 5 1938.56 55 43
## 171 2 3745.68 52 56
## 172 4 4800.56 84 59
## 173 5 1317.34 40 53
## 174 2 5198.83 29 39
## 175 1 6145.76 9 35
## 176 2 2934.71 78 31
## 177 3 4409.10 73 43
## 178 2 6354.18 109 32
## 179 1 4936.40 86 53
## 180 2 5313.66 27 46
## 181 1 4791.54 106 57
## 182 1 5181.65 18 40
## 183 3 8158.24 56 22
## 184 3 6149.60 91 33
## 185 5 929.23 52 57
## 186 1 5331.23 103 56
## 187 1 8528.98 61 49
## 188 1 5097.63 37 29
## 189 5 1386.00 42 20
## 190 4 2957.09 69 58
## 191 3 4802.15 10 47
## 192 3 3414.06 25 38
## 193 1 8243.01 31 49
## 194 5 2872.77 73 39
## 195 1 4907.68 95 39
## 196 3 4988.60 112 42
## 197 5 8095.63 10 50
## 198 2 4823.05 44 51
## 199 3 7275.49 29 45
## 200 2 4492.69 119 33
## 201 4 4755.49 73 25
## 202 2 4255.33 66 52
## 203 5 1518.39 83 27
## 204 2 7013.59 50 23
## 205 4 6439.42 52 32
## 206 3 4965.21 42 54
## 207 4 4065.00 65 48
## 208 5 2538.35 85 44
## 209 2 3912.66 21 53
## 210 2 4931.45 52 30
## 211 5 5631.81 37 57
## 212 1 5934.72 22 48
## 213 5 3175.94 40 41
## 214 5 3260.25 58 53
## 215 4 4854.91 7 30
## 216 4 4317.60 93 47
## 217 5 6353.48 103 27
## 218 3 2193.84 113 43
## 219 2 6154.22 24 29
## 220 5 5120.90 104 34
## 221 1 3763.27 111 58
## 222 2 5643.06 35 58
## 223 3 6183.56 25 40
## 224 5 1194.23 105 55
## 225 3 8897.64 38 55
## 226 2 4913.67 106 39
## 227 1 5921.87 61 32
## 228 2 5867.70 41 21
## 229 2 5334.77 5 46
## 230 5 3956.22 61 26
## 231 2 5184.40 59 45
## 232 5 5007.36 35 49
## 233 5 5568.09 27 38
## 234 3 8062.03 111 59
## 235 1 4390.51 106 40
## 236 5 3164.12 117 45
## 237 4 5089.22 79 29
## 238 3 3528.70 107 55
## 239 5 2776.71 52 46
## 240 5 3516.52 24 27
## 241 3 2211.38 105 45
## 242 2 2428.46 11 20
## 243 5 7921.45 103 42
## 244 1 7109.97 6 28
## 245 5 4934.09 101 50
## 246 3 2833.87 44 26
## 247 4 1245.64 28 28
## 248 3 4435.36 107 26
## 249 3 6298.72 78 47
## 250 1 4758.91 114 53
## 251 2 6883.47 13 35
## 252 1 4141.80 47 29
## 253 1 4423.52 101 43
## 254 5 6076.69 55 29
## 255 4 2323.98 89 48
## 256 3 5402.88 82 44
## 257 1 5306.69 54 49
## 258 1 4535.94 91 38
## 259 2 7677.38 80 50
## 260 2 6378.05 26 49
## 261 4 1832.68 96 53
## 262 3 4237.07 95 47
## 263 1 3606.18 14 38
## 264 5 4765.73 86 30
## 265 2 3024.19 92 47
## 266 1 2887.62 71 25
## 267 5 4664.50 8 36
## 268 1 5161.06 34 56
## 269 4 3354.69 89 46
## 270 4 3123.87 26 55
## 271 5 1832.82 96 20
## 272 2 5637.15 77 35
## 273 4 4214.17 112 23
## 274 2 3806.51 45 42
## 275 5 6666.68 109 51
## 276 5 -110.38 20 22
## 277 1 6050.45 60 40
## 278 5 7842.70 105 43
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## 7138 3 4310.31 45 40
## 7139 1 4998.40 107 44
## 7140 3 5380.92 113 30
## 7141 3 7427.50 101 50
## 7142 2 4513.00 26 36
## Promotions_Last_5_Years Training_Hours_Last_Year Overtime_Hours_Per_Week
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## 2 1 97 5
## 3 1 66 12
## 4 0 66 1
## 5 2 62 4
## 6 2 37 8
## 7 2 64 0
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## 7064 2 66 8
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## 7068 3 53 16
## 7069 1 35 14
## 7070 1 34 0
## 7071 4 13 12
## 7072 1 21 2
## 7073 0 14 4
## 7074 1 86 15
## 7075 1 71 17
## 7076 4 49 1
## 7077 0 23 0
## 7078 0 41 7
## 7079 1 39 17
## 7080 3 48 4
## 7081 3 96 8
## 7082 0 70 17
## 7083 3 99 10
## 7084 0 8 14
## 7085 0 97 12
## 7086 2 42 10
## 7087 0 61 6
## 7088 2 19 17
## 7089 1 18 0
## 7090 4 95 13
## 7091 0 20 9
## 7092 1 89 8
## 7093 0 8 19
## 7094 0 99 15
## 7095 4 60 19
## 7096 2 33 5
## 7097 0 69 6
## 7098 0 32 3
## 7099 2 78 3
## 7100 3 81 19
## 7101 4 86 6
## 7102 4 58 4
## 7103 0 70 4
## 7104 4 13 8
## 7105 3 77 13
## 7106 0 52 10
## 7107 2 53 4
## 7108 2 83 0
## 7109 0 97 7
## 7110 2 93 2
## 7111 2 43 12
## 7112 0 28 14
## 7113 1 6 16
## 7114 4 93 1
## 7115 4 93 13
## 7116 1 45 5
## 7117 2 89 5
## 7118 4 68 17
## 7119 3 88 8
## 7120 1 93 17
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## 7123 1 18 13
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## 7133 0 51 10
## 7134 4 79 2
## 7135 1 7 12
## 7136 1 12 8
## 7137 3 41 7
## 7138 2 77 4
## 7139 3 19 1
## 7140 0 95 6
## 7141 1 34 10
## 7142 0 71 10
## Performance_Score
## 1 35.66
## 2 51.02
## 3 18.91
## 4 38.92
## 5 52.40
## 6 50.80
## 7 40.19
## 8 26.61
## 9 40.28
## 10 41.16
## 11 35.23
## 12 41.21
## 13 37.33
## 14 48.82
## 15 54.01
## 16 26.24
## 17 8.33
## 18 34.38
## 19 22.42
## 20 13.57
## 21 36.51
## 22 59.55
## 23 46.55
## 24 42.88
## 25 41.73
## 26 26.28
## 27 22.44
## 28 42.74
## 29 42.53
## 30 52.92
## 31 30.42
## 32 52.08
## 33 59.17
## 34 60.09
## 35 38.31
## 36 42.45
## 37 60.77
## 38 9.59
## 39 41.35
## 40 65.01
## 41 32.01
## 42 33.53
## 43 51.10
## 44 56.87
## 45 63.25
## 46 33.18
## 47 72.92
## 48 34.47
## 49 4.57
## 50 48.61
## 51 26.09
## 52 65.70
## 53 23.46
## 54 47.84
## 55 35.34
## 56 37.03
## 57 23.76
## 58 53.53
## 59 36.05
## 60 51.07
## 61 42.52
## 62 32.05
## 63 47.32
## 64 44.43
## 65 48.10
## 66 41.05
## 67 38.63
## 68 65.01
## 69 54.01
## 70 36.37
## 71 30.45
## 72 21.17
## 73 37.26
## 74 38.67
## 75 37.37
## 76 46.45
## 77 19.54
## 78 38.02
## 79 49.26
## 80 80.70
## 81 59.81
## 82 50.39
## 83 38.50
## 84 41.62
## 85 57.39
## 86 50.93
## 87 54.38
## 88 44.25
## 89 26.88
## 90 66.89
## 91 44.25
## 92 39.71
## 93 45.88
## 94 26.27
## 95 54.54
## 96 31.87
## 97 39.13
## 98 55.20
## 99 46.02
## 100 19.36
## 101 50.87
## 102 15.27
## 103 15.04
## 104 32.03
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## 1194 38.27
## 1195 60.28
## 1196 33.14
## 1197 41.06
## 1198 30.19
## 1199 60.51
## 1200 18.36
## 1201 24.54
## 1202 38.92
## 1203 36.35
## 1204 59.82
## 1205 35.50
## 1206 14.31
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## 1208 53.58
## 1209 23.57
## 1210 60.80
## 1211 67.42
## 1212 50.81
## 1213 28.73
## 1214 43.21
## 1215 18.33
## 1216 28.12
## 1217 33.37
## 1218 59.15
## 1219 68.85
## 1220 43.84
## 1221 52.24
## 1222 36.12
## 1223 46.06
## 1224 42.05
## 1225 74.20
## 1226 32.10
## 1227 26.25
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## 1229 35.45
## 1230 56.36
## 1231 37.74
## 1232 46.04
## 1233 44.09
## 1234 33.36
## 1235 33.59
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## 1239 58.10
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## 1241 75.25
## 1242 38.40
## 1243 37.81
## 1244 36.81
## 1245 39.69
## 1246 28.03
## 1247 37.57
## 1248 26.94
## 1249 54.60
## 1250 45.38
## 1251 74.26
## 1252 67.75
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## 1254 51.78
## 1255 35.40
## 1256 63.06
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## 1258 45.57
## 1259 51.24
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## 1264 25.70
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## 1278 47.34
## 1279 59.93
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## 1285 27.26
## 1286 38.67
## 1287 19.61
## 1288 44.90
## 1289 26.18
## 1290 42.50
## 1291 29.65
## 1292 49.41
## 1293 62.05
## 1294 40.77
## 1295 36.66
## 1296 49.17
## 1297 45.10
## 1298 29.27
## 1299 17.90
## 1300 21.58
## 1301 36.97
## 1302 31.76
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## 1304 71.12
## 1305 36.06
## 1306 27.81
## 1307 24.07
## 1308 25.93
## 1309 47.15
## 1310 44.15
## 1311 57.30
## 1312 52.59
## 1313 25.58
## 1314 40.40
## 1315 37.91
## 1316 47.11
## 1317 23.00
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## 1319 48.46
## 1320 47.89
## 1321 23.99
## 1322 49.39
## 1323 43.46
## 1324 59.91
## 1325 70.77
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## 1329 6.61
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## 1331 48.42
## 1332 62.45
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## 1334 51.14
## 1335 30.47
## 1336 52.84
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## 1339 41.64
## 1340 58.22
## 1341 55.05
## 1342 38.68
## 1343 34.59
## 1344 32.81
## 1345 47.72
## 1346 44.34
## 1347 38.66
## 1348 33.56
## 1349 23.74
## 1350 20.54
## 1351 27.29
## 1352 44.17
## 1353 55.51
## 1354 18.33
## 1355 29.35
## 1356 58.34
## 1357 55.10
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## 1359 56.93
## 1360 32.45
## 1361 56.32
## 1362 34.69
## 1363 33.92
## 1364 49.00
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## 1366 41.63
## 1367 9.77
## 1368 33.17
## 1369 44.59
## 1370 45.39
## 1371 29.08
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## 1373 44.10
## 1374 34.21
## 1375 40.42
## 1376 61.96
## 1377 38.73
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## 1380 46.28
## 1381 39.43
## 1382 52.07
## 1383 57.68
## 1384 30.61
## 1385 28.53
## 1386 54.24
## 1387 49.26
## 1388 36.89
## 1389 30.51
## 1390 33.83
## 1391 41.25
## 1392 21.79
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## 1394 67.32
## 1395 44.04
## 1396 49.49
## 1397 43.44
## 1398 34.04
## 1399 38.31
## 1400 33.33
## 1401 18.54
## 1402 52.09
## 1403 47.78
## 1404 25.89
## 1405 79.04
## 1406 54.84
## 1407 28.56
## 1408 46.24
## 1409 62.61
## 1410 25.44
## 1411 14.06
## 1412 27.90
## 1413 37.34
## 1414 49.16
## 1415 58.60
## 1416 41.35
## 1417 56.08
## 1418 60.87
## 1419 38.56
## 1420 30.04
## 1421 36.90
## 1422 49.69
## 1423 54.27
## 1424 50.01
## 1425 16.78
## 1426 40.82
## 1427 36.16
## 1428 12.45
## 1429 21.92
## 1430 22.02
## 1431 49.70
## 1432 52.55
## 1433 36.96
## 1434 38.65
## 1435 28.42
## 1436 18.55
## 1437 47.40
## 1438 48.77
## 1439 45.97
## 1440 49.28
## 1441 34.31
## 1442 7.78
## 1443 53.67
## 1444 28.88
## 1445 48.72
## 1446 26.33
## 1447 26.76
## 1448 53.00
## 1449 65.68
## 1450 14.59
## 1451 56.96
## 1452 46.53
## 1453 35.26
## 1454 41.57
## 1455 45.38
## 1456 26.82
## 1457 58.76
## 1458 3.26
## 1459 35.60
## 1460 53.54
## 1461 53.43
## 1462 29.02
## 1463 19.00
## 1464 61.81
## 1465 32.63
## 1466 41.95
## 1467 44.01
## 1468 31.81
## 1469 51.24
## 1470 34.28
## 1471 34.37
## 1472 51.34
## 1473 73.91
## 1474 48.68
## 1475 43.31
## 1476 27.62
## 1477 58.62
## 1478 27.31
## 1479 50.91
## 1480 39.24
## 1481 30.99
## 1482 56.53
## 1483 26.93
## 1484 61.66
## 1485 55.87
## 1486 31.82
## 1487 57.19
## 1488 5.54
## 1489 56.97
## 1490 42.02
## 1491 27.26
## 1492 19.30
## 1493 48.35
## 1494 41.12
## 1495 51.88
## 1496 46.10
## 1497 45.25
## 1498 55.88
## 1499 20.88
## 1500 6.10
## 1501 52.38
## 1502 12.81
## 1503 50.43
## 1504 60.83
## 1505 28.70
## 1506 45.05
## 1507 33.37
## 1508 62.78
## 1509 34.93
## 1510 18.70
## 1511 42.01
## 1512 31.08
## 1513 13.23
## 1514 32.09
## 1515 57.03
## 1516 51.15
## 1517 46.36
## 1518 31.70
## 1519 15.60
## 1520 38.68
## 1521 37.09
## 1522 34.93
## 1523 51.00
## 1524 18.86
## 1525 33.26
## 1526 36.48
## 1527 49.66
## 1528 29.44
## 1529 43.46
## 1530 48.52
## 1531 30.37
## 1532 39.74
## 1533 28.44
## 1534 57.46
## 1535 59.92
## 1536 34.75
## 1537 37.21
## 1538 37.15
## 1539 21.27
## 1540 48.59
## 1541 31.99
## 1542 41.02
## 1543 53.78
## 1544 67.13
## 1545 54.17
## 1546 41.01
## 1547 33.86
## 1548 41.78
## 1549 16.43
## 1550 51.63
## 1551 81.83
## 1552 58.77
## 1553 41.97
## 1554 31.90
## 1555 43.55
## 1556 66.31
## 1557 47.15
## 1558 46.24
## 1559 26.31
## 1560 40.64
## 1561 78.74
## 1562 31.92
## 1563 75.50
## 1564 64.84
## 1565 35.92
## 1566 16.70
## 1567 45.65
## 1568 36.89
## 1569 50.15
## 1570 39.74
## 1571 27.73
## 1572 31.81
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## 1574 35.77
## 1575 55.47
## 1576 41.91
## 1577 42.20
## 1578 44.36
## 1579 42.30
## 1580 30.15
## 1581 4.62
## 1582 48.23
## 1583 56.26
## 1584 74.10
## 1585 30.50
## 1586 46.32
## 1587 54.84
## 1588 63.35
## 1589 38.41
## 1590 18.11
## 1591 44.62
## 1592 53.90
## 1593 41.85
## 1594 38.08
## 1595 31.86
## 1596 42.04
## 1597 42.98
## 1598 47.33
## 1599 39.09
## 1600 36.03
## 1601 37.20
## 1602 23.00
## 1603 49.23
## 1604 28.72
## 1605 34.47
## 1606 19.32
## 1607 43.75
## 1608 44.09
## 1609 31.04
## 1610 29.30
## 1611 55.72
## 1612 31.06
## 1613 51.07
## 1614 60.82
## 1615 26.32
## 1616 54.69
## 1617 36.26
## 1618 51.71
## 1619 65.14
## 1620 32.77
## 1621 36.10
## 1622 65.09
## 1623 51.84
## 1624 48.52
## 1625 49.40
## 1626 44.45
## 1627 47.32
## 1628 57.86
## 1629 46.97
## 1630 20.08
## 1631 41.13
## 1632 43.55
## 1633 20.93
## 1634 37.50
## 1635 49.11
## 1636 48.66
## 1637 53.15
## 1638 32.03
## 1639 73.97
## 1640 53.98
## 1641 48.95
## 1642 59.68
## 1643 56.76
## 1644 38.28
## 1645 24.23
## 1646 68.91
## 1647 51.78
## 1648 30.09
## 1649 40.55
## 1650 52.66
## 1651 23.86
## 1652 38.49
## 1653 45.80
## 1654 30.75
## 1655 48.76
## 1656 57.81
## 1657 54.56
## 1658 44.10
## 1659 21.20
## 1660 39.67
## 1661 41.18
## 1662 46.89
## 1663 13.13
## 1664 35.18
## 1665 27.22
## 1666 53.41
## 1667 49.54
## 1668 33.31
## 1669 31.79
## 1670 51.20
## 1671 51.71
## 1672 46.37
## 1673 24.16
## 1674 30.61
## 1675 57.31
## 1676 51.08
## 1677 32.84
## 1678 48.62
## 1679 81.75
## 1680 53.42
## 1681 39.00
## 1682 52.93
## 1683 32.02
## 1684 69.72
## 1685 45.11
## 1686 68.92
## 1687 26.70
## 1688 49.83
## 1689 46.58
## 1690 8.01
## 1691 39.85
## 1692 55.05
## 1693 64.49
## 1694 42.52
## 1695 69.99
## 1696 28.84
## 1697 66.41
## 1698 60.36
## 1699 51.86
## 1700 59.23
## 1701 33.54
## 1702 59.10
## 1703 28.55
## 1704 41.97
## 1705 26.78
## 1706 44.66
## 1707 48.83
## 1708 65.96
## 1709 42.31
## 1710 32.99
## 1711 33.84
## 1712 44.14
## 1713 39.62
## 1714 58.95
## 1715 28.03
## 1716 64.68
## 1717 38.16
## 1718 39.73
## 1719 50.45
## 1720 28.38
## 1721 68.78
## 1722 40.06
## 1723 50.28
## 1724 35.19
## 1725 42.78
## 1726 31.25
## 1727 61.36
## 1728 36.55
## 1729 51.45
## 1730 43.38
## 1731 45.66
## 1732 23.46
## 1733 30.40
## 1734 15.93
## 1735 26.72
## 1736 23.82
## 1737 43.96
## 1738 43.71
## 1739 6.62
## 1740 46.08
## 1741 39.65
## 1742 49.01
## 1743 36.13
## 1744 28.38
## 1745 24.00
## 1746 39.49
## 1747 31.05
## 1748 49.84
## 1749 53.71
## 1750 49.67
## 1751 44.56
## 1752 31.50
## 1753 54.69
## 1754 48.12
## 1755 39.67
## 1756 41.83
## 1757 35.86
## 1758 31.74
## 1759 33.72
## 1760 33.47
## 1761 38.12
## 1762 52.60
## 1763 21.41
## 1764 71.73
## 1765 59.71
## 1766 64.14
## 1767 65.27
## 1768 55.41
## 1769 28.37
## 1770 42.02
## 1771 15.83
## 1772 13.69
## 1773 40.93
## 1774 30.68
## 1775 39.32
## 1776 45.24
## 1777 24.71
## 1778 34.99
## 1779 51.14
## 1780 32.01
## 1781 44.97
## 1782 42.30
## 1783 64.26
## 1784 38.06
## 1785 36.64
## 1786 9.85
## 1787 23.79
## 1788 62.18
## 1789 34.05
## 1790 33.83
## 1791 32.63
## 1792 55.17
## 1793 41.25
## 1794 40.27
## 1795 31.98
## 1796 44.38
## 1797 44.89
## 1798 31.20
## 1799 34.43
## 1800 11.22
## 1801 42.23
## 1802 38.56
## 1803 47.57
## 1804 36.79
## 1805 39.13
## 1806 29.70
## 1807 62.06
## 1808 35.32
## 1809 37.74
## 1810 5.43
## 1811 46.92
## 1812 2.77
## 1813 52.54
## 1814 58.49
## 1815 34.71
## 1816 43.45
## 1817 24.09
## 1818 42.34
## 1819 48.28
## 1820 51.15
## 1821 50.56
## 1822 24.32
## 1823 49.37
## 1824 39.23
## 1825 40.93
## 1826 46.66
## 1827 71.17
## 1828 58.71
## 1829 51.97
## 1830 54.22
## 1831 61.40
## 1832 45.92
## 1833 46.03
## 1834 34.66
## 1835 57.82
## 1836 57.35
## 1837 48.33
## 1838 43.65
## 1839 43.12
## 1840 45.68
## 1841 32.84
## 1842 37.77
## 1843 43.86
## 1844 30.86
## 1845 40.30
## 1846 58.90
## 1847 8.70
## 1848 28.08
## 1849 33.83
## 1850 36.03
## 1851 40.11
## 1852 39.92
## 1853 51.67
## 1854 45.64
## 1855 44.86
## 1856 47.14
## 1857 46.28
## 1858 30.52
## 1859 58.45
## 1860 22.09
## 1861 49.15
## 1862 45.45
## 1863 33.05
## 1864 41.54
## 1865 18.69
## 1866 31.69
## 1867 35.00
## 1868 40.98
## 1869 38.00
## 1870 70.80
## 1871 38.97
## 1872 71.36
## 1873 54.27
## 1874 32.70
## 1875 29.25
## 1876 52.07
## 1877 40.30
## 1878 47.54
## 1879 40.76
## 1880 33.82
## 1881 35.74
## 1882 61.31
## 1883 48.22
## 1884 61.89
## 1885 41.91
## 1886 31.13
## 1887 26.39
## 1888 42.14
## 1889 21.10
## 1890 22.81
## 1891 30.43
## 1892 48.37
## 1893 27.17
## 1894 40.30
## 1895 54.57
## 1896 38.23
## 1897 24.97
## 1898 37.15
## 1899 41.62
## 1900 35.63
## 1901 46.67
## 1902 50.27
## 1903 36.60
## 1904 47.60
## 1905 20.12
## 1906 13.41
## 1907 50.94
## 1908 39.38
## 1909 49.57
## 1910 54.83
## 1911 65.25
## 1912 23.28
## 1913 26.68
## 1914 41.65
## 1915 50.97
## 1916 31.67
## 1917 57.35
## 1918 56.02
## 1919 45.85
## 1920 34.97
## 1921 41.30
## 1922 40.90
## 1923 58.29
## 1924 18.25
## 1925 30.86
## 1926 41.07
## 1927 61.43
## 1928 44.22
## 1929 51.34
## 1930 54.43
## 1931 41.78
## 1932 48.20
## 1933 71.13
## 1934 21.12
## 1935 44.15
## 1936 31.08
## 1937 46.47
## 1938 26.19
## 1939 43.36
## 1940 25.16
## 1941 25.82
## 1942 23.26
## 1943 39.45
## 1944 32.84
## 1945 41.83
## 1946 38.43
## 1947 54.31
## 1948 41.04
## 1949 49.40
## 1950 24.66
## 1951 44.92
## 1952 35.49
## 1953 22.62
## 1954 16.08
## 1955 16.99
## 1956 15.36
## 1957 50.75
## 1958 30.92
## 1959 54.28
## 1960 18.90
## 1961 41.42
## 1962 36.73
## 1963 58.44
## 1964 42.31
## 1965 50.35
## 1966 76.76
## 1967 58.13
## 1968 67.72
## 1969 26.19
## 1970 61.11
## 1971 49.76
## 1972 39.17
## 1973 53.15
## 1974 41.63
## 1975 29.77
## 1976 22.93
## 1977 61.90
## 1978 37.27
## 1979 56.92
## 1980 46.89
## 1981 45.73
## 1982 37.32
## 1983 24.90
## 1984 37.04
## 1985 58.36
## 1986 32.60
## 1987 47.69
## 1988 53.02
## 1989 42.19
## 1990 46.97
## 1991 28.91
## 1992 55.71
## 1993 36.32
## 1994 42.22
## 1995 34.76
## 1996 31.49
## 1997 38.86
## 1998 28.26
## 1999 42.03
## 2000 24.43
## 2001 26.06
## 2002 48.88
## 2003 39.41
## 2004 21.78
## 2005 36.07
## 2006 58.18
## 2007 84.04
## 2008 53.85
## 2009 34.56
## 2010 17.54
## 2011 61.04
## 2012 39.83
## 2013 47.50
## 2014 36.38
## 2015 57.81
## 2016 41.97
## 2017 62.65
## 2018 43.18
## 2019 42.37
## 2020 54.02
## 2021 38.41
## 2022 68.34
## 2023 42.95
## 2024 58.82
## 2025 69.73
## 2026 11.19
## 2027 19.61
## 2028 48.35
## 2029 51.45
## 2030 39.78
## 2031 60.30
## 2032 52.93
## 2033 72.45
## 2034 67.67
## 2035 68.45
## 2036 32.16
## 2037 65.07
## 2038 58.02
## 2039 68.88
## 2040 46.51
## 2041 24.42
## 2042 32.34
## 2043 3.77
## 2044 62.38
## 2045 59.25
## 2046 39.91
## 2047 49.59
## 2048 29.67
## 2049 48.07
## 2050 62.98
## 2051 47.47
## 2052 42.00
## 2053 39.82
## 2054 27.51
## 2055 13.01
## 2056 44.57
## 2057 31.23
## 2058 71.80
## 2059 58.51
## 2060 44.09
## 2061 41.30
## 2062 49.53
## 2063 38.79
## 2064 47.50
## 2065 40.44
## 2066 59.40
## 2067 30.39
## 2068 38.04
## 2069 47.80
## 2070 35.51
## 2071 55.95
## 2072 50.99
## 2073 44.60
## 2074 31.94
## 2075 54.88
## 2076 38.64
## 2077 41.07
## 2078 41.17
## 2079 59.43
## 2080 35.12
## 2081 52.89
## 2082 71.02
## 2083 56.91
## 2084 66.93
## 2085 37.79
## 2086 39.83
## 2087 46.86
## 2088 42.87
## 2089 29.50
## 2090 28.01
## 2091 28.32
## 2092 34.96
## 2093 46.98
## 2094 57.31
## 2095 62.83
## 2096 49.87
## 2097 58.40
## 2098 58.02
## 2099 54.33
## 2100 50.28
## 2101 31.31
## 2102 36.38
## 2103 37.01
## 2104 84.59
## 2105 11.50
## 2106 56.92
## 2107 37.95
## 2108 51.30
## 2109 24.02
## 2110 45.11
## 2111 55.69
## 2112 31.82
## 2113 49.69
## 2114 55.38
## 2115 51.91
## 2116 48.62
## 2117 58.67
## 2118 40.28
## 2119 29.36
## 2120 42.70
## 2121 30.66
## 2122 38.20
## 2123 6.92
## 2124 55.05
## 2125 27.46
## 2126 18.86
## 2127 37.36
## 2128 37.19
## 2129 76.99
## 2130 37.89
## 2131 67.15
## 2132 58.40
## 2133 43.12
## 2134 65.27
## 2135 11.24
## 2136 28.44
## 2137 36.77
## 2138 38.98
## 2139 16.14
## 2140 50.35
## 2141 35.63
## 2142 46.94
## 2143 35.47
## 2144 34.32
## 2145 30.74
## 2146 37.48
## 2147 60.48
## 2148 58.72
## 2149 27.86
## 2150 40.79
## 2151 54.14
## 2152 19.14
## 2153 59.08
## 2154 46.03
## 2155 49.57
## 2156 26.21
## 2157 48.07
## 2158 31.16
## 2159 33.95
## 2160 14.43
## 2161 32.16
## 2162 39.89
## 2163 21.20
## 2164 20.02
## 2165 61.92
## 2166 39.84
## 2167 24.31
## 2168 66.11
## 2169 34.64
## 2170 43.45
## 2171 36.42
## 2172 53.10
## 2173 50.26
## 2174 40.84
## 2175 58.10
## 2176 57.76
## 2177 25.88
## 2178 59.33
## 2179 38.01
## 2180 57.70
## 2181 34.19
## 2182 40.14
## 2183 18.99
## 2184 47.35
## 2185 34.43
## 2186 33.54
## 2187 57.16
## 2188 -0.64
## 2189 62.55
## 2190 52.09
## 2191 67.40
## 2192 42.64
## 2193 39.08
## 2194 57.62
## 2195 32.10
## 2196 30.06
## 2197 54.93
## 2198 32.15
## 2199 43.76
## 2200 45.69
## 2201 32.73
## 2202 61.56
## 2203 24.07
## 2204 49.97
## 2205 51.06
## 2206 33.05
## 2207 53.45
## 2208 48.96
## 2209 25.89
## 2210 27.60
## 2211 43.17
## 2212 30.49
## 2213 42.86
## 2214 40.89
## 2215 46.52
## 2216 55.61
## 2217 42.27
## 2218 8.63
## 2219 42.92
## 2220 38.92
## 2221 33.82
## 2222 14.03
## 2223 37.69
## 2224 31.00
## 2225 36.96
## 2226 25.00
## 2227 25.15
## 2228 59.88
## 2229 40.07
## 2230 31.60
## 2231 26.59
## 2232 19.30
## 2233 23.82
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## 6320 25.37
## 6321 45.05
## 6322 38.54
## 6323 42.98
## 6324 17.91
## 6325 48.35
## 6326 59.54
## 6327 17.20
## 6328 38.42
## 6329 29.37
## 6330 52.70
## 6331 44.54
## 6332 45.42
## 6333 46.75
## 6334 54.24
## 6335 37.89
## 6336 31.96
## 6337 33.43
## 6338 48.45
## 6339 49.61
## 6340 44.03
## 6341 58.26
## 6342 45.19
## 6343 36.30
## 6344 49.60
## 6345 38.47
## 6346 44.91
## 6347 46.79
## 6348 47.36
## 6349 43.38
## 6350 32.92
## 6351 19.64
## 6352 34.33
## 6353 32.80
## 6354 20.09
## 6355 43.31
## 6356 38.19
## 6357 21.14
## 6358 18.06
## 6359 46.73
## 6360 40.22
## 6361 35.48
## 6362 27.07
## 6363 24.32
## 6364 40.72
## 6365 61.86
## 6366 38.49
## 6367 28.26
## 6368 43.08
## 6369 56.20
## 6370 19.36
## 6371 54.30
## 6372 51.59
## 6373 26.16
## 6374 48.92
## 6375 59.87
## 6376 46.28
## 6377 9.15
## 6378 21.00
## 6379 33.61
## 6380 75.98
## 6381 35.70
## 6382 63.90
## 6383 31.18
## 6384 41.35
## 6385 47.75
## 6386 36.04
## 6387 48.85
## 6388 81.81
## 6389 72.16
## 6390 61.54
## 6391 47.63
## 6392 51.53
## 6393 57.79
## 6394 29.32
## 6395 54.25
## 6396 43.74
## 6397 52.31
## 6398 53.21
## 6399 62.48
## 6400 29.18
## 6401 30.13
## 6402 34.25
## 6403 51.66
## 6404 55.08
## 6405 32.10
## 6406 60.00
## 6407 40.00
## 6408 48.97
## 6409 38.96
## 6410 25.73
## 6411 41.96
## 6412 33.14
## 6413 37.80
## 6414 42.24
## 6415 46.17
## 6416 70.20
## 6417 33.56
## 6418 29.59
## 6419 29.31
## 6420 33.13
## 6421 45.12
## 6422 63.26
## 6423 36.38
## 6424 29.64
## 6425 46.43
## 6426 64.87
## 6427 40.43
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## 6430 53.62
## 6431 38.97
## 6432 40.06
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## 6434 50.87
## 6435 42.72
## 6436 30.52
## 6437 30.54
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## 6439 43.61
## 6440 25.41
## 6441 35.44
## 6442 41.27
## 6443 45.27
## 6444 50.00
## 6445 54.76
## 6446 69.96
## 6447 54.84
## 6448 28.44
## 6449 41.14
## 6450 42.92
## 6451 59.87
## 6452 25.06
## 6453 60.22
## 6454 60.90
## 6455 28.81
## 6456 29.55
## 6457 44.79
## 6458 40.64
## 6459 37.41
## 6460 17.78
## 6461 61.88
## 6462 26.44
## 6463 62.09
## 6464 54.84
## 6465 27.73
## 6466 22.40
## 6467 11.00
## 6468 34.08
## 6469 35.11
## 6470 70.02
## 6471 15.21
## 6472 41.99
## 6473 12.49
## 6474 25.04
## 6475 37.42
## 6476 47.03
## 6477 60.54
## 6478 53.05
## 6479 43.56
## 6480 42.72
## 6481 44.93
## 6482 27.33
## 6483 61.70
## 6484 35.79
## 6485 48.81
## 6486 22.04
## 6487 34.42
## 6488 48.60
## 6489 39.42
## 6490 43.16
## 6491 6.32
## 6492 43.98
## 6493 51.86
## 6494 54.25
## 6495 52.31
## 6496 49.50
## 6497 43.74
## 6498 43.02
## 6499 39.11
## 6500 50.29
## 6501 44.68
## 6502 63.39
## 6503 9.83
## 6504 28.73
## 6505 25.64
## 6506 51.57
## 6507 45.37
## 6508 43.80
## 6509 62.14
## 6510 42.30
## 6511 61.41
## 6512 59.55
## 6513 56.26
## 6514 32.56
## 6515 39.08
## 6516 40.33
## 6517 29.35
## 6518 37.87
## 6519 37.18
## 6520 45.27
## 6521 36.17
## 6522 37.49
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## 6524 20.42
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## 6529 14.75
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## 6548 38.83
## 6549 25.89
## 6550 57.22
## 6551 33.20
## 6552 61.96
## 6553 39.38
## 6554 52.58
## 6555 28.92
## 6556 38.57
## 6557 41.19
## 6558 24.41
## 6559 15.02
## 6560 52.95
## 6561 60.13
## 6562 43.98
## 6563 52.86
## 6564 57.16
## 6565 51.20
## 6566 50.24
## 6567 47.74
## 6568 35.03
## 6569 47.47
## 6570 56.65
## 6571 53.22
## 6572 31.08
## 6573 60.00
## 6574 43.54
## 6575 27.11
## 6576 65.02
## 6577 34.28
## 6578 26.90
## 6579 50.12
## 6580 35.16
## 6581 64.20
## 6582 86.62
## 6583 32.63
## 6584 32.91
## 6585 58.12
## 6586 29.04
## 6587 27.85
## 6588 47.83
## 6589 27.38
## 6590 47.37
## 6591 26.47
## 6592 12.64
## 6593 32.52
## 6594 61.98
## 6595 40.30
## 6596 25.05
## 6597 33.77
## 6598 39.18
## 6599 29.15
## 6600 74.52
## 6601 53.32
## 6602 45.51
## 6603 36.66
## 6604 42.42
## 6605 50.98
## 6606 43.68
## 6607 45.96
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## 6609 59.30
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## 6640 51.75
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## 6643 32.25
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## 6645 35.20
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## 6647 71.06
## 6648 16.12
## 6649 19.47
## 6650 43.99
## 6651 71.06
## 6652 30.14
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## 6654 57.66
## 6655 49.10
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## 6657 35.67
## 6658 22.11
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## 6661 55.44
## 6662 35.38
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## 6690 17.20
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## 6692 44.40
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## 6763 72.49
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## 6771 59.52
## 6772 10.87
## 6773 40.97
## 6774 56.83
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## 6776 60.23
## 6777 34.35
## 6778 60.23
## 6779 34.20
## 6780 24.62
## 6781 35.66
## 6782 39.05
## 6783 42.53
## 6784 54.29
## 6785 23.27
## 6786 33.12
## 6787 23.91
## 6788 40.84
## 6789 36.69
## 6790 31.34
## 6791 48.47
## 6792 55.55
## 6793 32.92
## 6794 49.40
## 6795 43.98
## 6796 45.75
## 6797 46.88
## 6798 40.90
## 6799 52.27
## 6800 26.63
## 6801 45.35
## 6802 45.97
## 6803 59.61
## 6804 41.46
## 6805 23.93
## 6806 56.74
## 6807 29.88
## 6808 37.61
## 6809 60.80
## 6810 67.86
## 6811 29.63
## 6812 31.50
## 6813 52.76
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## 6815 48.32
## 6816 37.03
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## 6818 55.03
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## 6820 42.11
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## 6823 59.35
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## 6825 36.85
## 6826 35.73
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## 6829 76.25
## 6830 26.33
## 6831 35.32
## 6832 41.41
## 6833 50.06
## 6834 57.76
## 6835 77.24
## 6836 69.78
## 6837 46.19
## 6838 66.68
## 6839 47.73
## 6840 44.39
## 6841 42.79
## 6842 34.78
## 6843 31.34
## 6844 45.13
## 6845 62.21
## 6846 41.23
## 6847 48.22
## 6848 38.88
## 6849 59.66
## 6850 51.00
## 6851 26.29
## 6852 52.17
## 6853 35.14
## 6854 64.39
## 6855 51.42
## 6856 29.55
## 6857 65.10
## 6858 48.22
## 6859 50.54
## 6860 52.04
## 6861 42.65
## 6862 40.35
## 6863 29.93
## 6864 48.99
## 6865 65.25
## 6866 34.95
## 6867 54.69
## 6868 70.41
## 6869 47.96
## 6870 69.24
## 6871 50.70
## 6872 96.91
## 6873 41.74
## 6874 39.72
## 6875 58.07
## 6876 42.50
## 6877 19.97
## 6878 44.58
## 6879 35.73
## 6880 38.81
## 6881 58.86
## 6882 54.49
## 6883 46.89
## 6884 21.54
## 6885 33.09
## 6886 49.71
## 6887 59.06
## 6888 53.49
## 6889 47.22
## 6890 44.66
## 6891 48.61
## 6892 31.82
## 6893 57.97
## 6894 51.00
## 6895 44.26
## 6896 32.38
## 6897 33.57
## 6898 34.72
## 6899 64.09
## 6900 47.79
## 6901 38.46
## 6902 41.07
## 6903 42.32
## 6904 57.94
## 6905 21.90
## 6906 51.75
## 6907 31.47
## 6908 47.33
## 6909 20.27
## 6910 42.29
## 6911 75.39
## 6912 54.94
## 6913 24.92
## 6914 58.60
## 6915 45.64
## 6916 57.14
## 6917 41.59
## 6918 36.82
## 6919 56.14
## 6920 58.74
## 6921 44.04
## 6922 38.77
## 6923 25.90
## 6924 36.04
## 6925 61.79
## 6926 41.99
## 6927 39.82
## 6928 50.76
## 6929 54.30
## 6930 41.77
## 6931 58.55
## 6932 60.02
## 6933 56.33
## 6934 31.83
## 6935 55.90
## 6936 65.30
## 6937 46.45
## 6938 42.35
## 6939 50.72
## 6940 44.62
## 6941 55.05
## 6942 45.35
## 6943 29.04
## 6944 26.07
## 6945 15.98
## 6946 23.64
## 6947 53.24
## 6948 36.15
## 6949 41.24
## 6950 72.44
## 6951 57.27
## 6952 36.30
## 6953 48.92
## 6954 47.48
## 6955 36.39
## 6956 37.70
## 6957 45.95
## 6958 16.49
## 6959 62.02
## 6960 40.35
## 6961 54.25
## 6962 56.15
## 6963 33.54
## 6964 28.24
## 6965 36.09
## 6966 29.38
## 6967 55.84
## 6968 29.60
## 6969 39.77
## 6970 40.20
## 6971 25.52
## 6972 38.50
## 6973 44.73
## 6974 43.17
## 6975 23.77
## 6976 43.81
## 6977 32.63
## 6978 42.43
## 6979 36.70
## 6980 62.82
## 6981 45.41
## 6982 41.05
## 6983 15.22
## 6984 59.56
## 6985 43.73
## 6986 42.33
## 6987 38.26
## 6988 31.47
## 6989 50.58
## 6990 46.17
## 6991 18.51
## 6992 53.84
## 6993 17.06
## 6994 37.59
## 6995 42.19
## 6996 44.17
## 6997 17.75
## 6998 22.87
## 6999 44.57
## 7000 33.39
## 7001 23.93
## 7002 23.58
## 7003 15.18
## 7004 32.88
## 7005 46.14
## 7006 49.47
## 7007 20.77
## 7008 51.09
## 7009 12.91
## 7010 50.02
## 7011 34.69
## 7012 41.43
## 7013 31.66
## 7014 56.24
## 7015 52.29
## 7016 53.86
## 7017 52.34
## 7018 41.20
## 7019 30.82
## 7020 40.68
## 7021 34.79
## 7022 31.68
## 7023 73.94
## 7024 32.35
## 7025 70.93
## 7026 47.33
## 7027 49.11
## 7028 38.88
## 7029 29.59
## 7030 46.22
## 7031 36.04
## 7032 24.43
## 7033 47.11
## 7034 41.76
## 7035 65.22
## 7036 42.59
## 7037 45.19
## 7038 33.64
## 7039 47.87
## 7040 42.29
## 7041 66.03
## 7042 54.03
## 7043 45.98
## 7044 36.57
## 7045 43.03
## 7046 39.69
## 7047 26.92
## 7048 30.82
## 7049 53.37
## 7050 73.77
## 7051 77.32
## 7052 51.42
## 7053 50.05
## 7054 38.42
## 7055 12.86
## 7056 46.28
## 7057 23.65
## 7058 37.46
## 7059 50.20
## 7060 43.36
## 7061 39.59
## 7062 54.70
## 7063 41.74
## 7064 28.24
## 7065 31.53
## 7066 42.83
## 7067 53.13
## 7068 33.55
## 7069 36.15
## 7070 29.36
## 7071 42.13
## 7072 44.72
## 7073 53.05
## 7074 59.24
## 7075 60.20
## 7076 48.49
## 7077 46.75
## 7078 44.92
## 7079 75.65
## 7080 39.51
## 7081 58.05
## 7082 20.24
## 7083 42.02
## 7084 62.38
## 7085 38.03
## 7086 52.51
## 7087 56.46
## 7088 55.41
## 7089 48.79
## 7090 57.05
## 7091 53.78
## 7092 48.19
## 7093 36.64
## 7094 20.60
## 7095 27.61
## 7096 43.45
## 7097 47.00
## 7098 60.29
## 7099 22.99
## 7100 29.44
## 7101 26.08
## 7102 5.98
## 7103 55.07
## 7104 49.48
## 7105 28.42
## 7106 25.49
## 7107 15.95
## 7108 35.19
## 7109 39.96
## 7110 41.90
## 7111 39.97
## 7112 42.22
## 7113 48.17
## 7114 56.14
## 7115 41.79
## 7116 42.28
## 7117 36.77
## 7118 63.98
## 7119 33.25
## 7120 42.76
## 7121 20.24
## 7122 56.31
## 7123 18.00
## 7124 32.00
## 7125 62.05
## 7126 51.25
## 7127 43.79
## 7128 27.09
## 7129 52.35
## 7130 61.88
## 7131 60.83
## 7132 64.71
## 7133 25.58
## 7134 18.82
## 7135 27.04
## 7136 46.09
## 7137 32.92
## 7138 72.33
## 7139 54.69
## 7140 33.68
## 7141 31.24
## 7142 46.75
## [ reached 'max' / getOption("max.print") -- omitted 2858 rows ]Exploratory Data Analysis (EDA)
Creates the scatter plots (with simple linear regression line) for all quantitative variables
# Creating a scatterplot for Performance Score vs. Age
ggplot(ep.data, aes(x=Age, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="blue")+
labs(title="Performance Score vs. Age", x = "Age",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Salary
ggplot(ep.data, aes(x=Salary, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="red")+
labs(title="Performance Score vs. Salary", x = "Salary",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Experience
ggplot(ep.data, aes(x=Experience, y=Performance_Score)) +
geom_point() +
geom_smooth(method=lm, color="orange")+
labs(title="Performance Score vs. Experience ",
x = "Experience ",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a catterplot for Performance Score vs. Job Satisfaction
ggplot(ep.data, aes(x=Job_Satisfaction, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="green")+
labs(title="Performance Score vs. Job Satisfaction",
x = "Experience Level",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Work Life Balance
ggplot(ep.data, aes(x=Work_Life_Balance, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="purple")+
labs(title="Performance Score vs. Job Satisfaction",
x = "Work Life Balance",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Annual Bonus
ggplot(ep.data, aes(x=Annual_Bonus, y=Performance_Score)) +
geom_point() +
geom_smooth(method=lm, color="violet")+
labs(title="Performance Score vs. Annual Bonus",
x = "Annual Bonus",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Commute Time
ggplot(ep.data, aes(x=Commute_Time, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="green")+
labs(title="Performance Score vs. Commute Time",
x = "Commute Time",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Hours worked per week
ggplot(ep.data, aes(x=Work_Hours_Per_Week, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="darkgreen")+
labs(title="Performance Score vs. Work Hours per Week",
x = "Work Hours per Week",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Promotions Last 5 Years
ggplot(ep.data, aes(x=Promotions_Last_5_Years, y=Performance_Score)) +
geom_point() +
geom_smooth(method = lm, color="lightblue")+
labs(title="Performance Score vs. Promortion Last 5 Years",
x = "Promotions Last 5 years",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Training Hours Last Year
ggplot(ep.data, aes(x=Training_Hours_Last_Year, y=Work_Hours_Per_Week)) +
geom_point() +
geom_smooth(method = lm, color="red")+
labs(title="Performance Score vs. Training Hours Last Year",
x = "Training Hours Last Year",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'
# Creating a scatterplot for Performance Score vs. Overtime Hours per Week
ggplot(ep.data, aes(x=Overtime_Hours_Per_Week, y=Work_Hours_Per_Week)) +
geom_point() +
geom_smooth(method = lm, color="mediumslateblue")+
labs(title="Performance Score vs. Overtime Hours Per Week",
x = "Overtime Hours Per Week",
y="Performance Score")## `geom_smooth()` using formula = 'y ~ x'